{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "#基于matplotlib的python可视化库\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "#魔法函数,不需要plt.show()图像也会显示\n",
    "\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "#图形中的中文正常编码显示\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "#坐标轴刻度表正常显示正负号\n",
    "\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 27598 entries, 0 to 27597\n",
      "Data columns (total 7 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   update_time    27598 non-null  object \n",
      " 1   id             27598 non-null  object \n",
      " 2   title          27598 non-null  object \n",
      " 3   price          27598 non-null  float64\n",
      " 4   sale_count     25244 non-null  float64\n",
      " 5   comment_count  25244 non-null  float64\n",
      " 6   店名             27598 non-null  object \n",
      "dtypes: float64(3), object(4)\n",
      "memory usage: 1.5+ MB\n"
     ]
    }
   ],
   "source": [
    "df=pd.read_csv('C:/Users/Auror/Desktop/双十一淘宝美妆数据.csv')\n",
    "df.info()\n",
    "#显示摘要"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>update_time</th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>price</th>\n",
       "      <th>sale_count</th>\n",
       "      <th>comment_count</th>\n",
       "      <th>店名</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18164178225</td>\n",
       "      <td>CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>26719.0</td>\n",
       "      <td>2704.0</td>\n",
       "      <td>自然堂</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18177105952</td>\n",
       "      <td>CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品</td>\n",
       "      <td>194.0</td>\n",
       "      <td>8122.0</td>\n",
       "      <td>1492.0</td>\n",
       "      <td>自然堂</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18177226992</td>\n",
       "      <td>CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水</td>\n",
       "      <td>99.0</td>\n",
       "      <td>12668.0</td>\n",
       "      <td>589.0</td>\n",
       "      <td>自然堂</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18178033846</td>\n",
       "      <td>CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶</td>\n",
       "      <td>38.0</td>\n",
       "      <td>25805.0</td>\n",
       "      <td>4287.0</td>\n",
       "      <td>自然堂</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18178045259</td>\n",
       "      <td>CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>5196.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>自然堂</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  update_time            id                                  title  price  \\\n",
       "0  2016/11/14  A18164178225    CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜  139.0   \n",
       "1  2016/11/14  A18177105952   CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品  194.0   \n",
       "2  2016/11/14  A18177226992   CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水   99.0   \n",
       "3  2016/11/14  A18178033846  CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶   38.0   \n",
       "4  2016/11/14  A18178045259     CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜  139.0   \n",
       "\n",
       "   sale_count  comment_count   店名  \n",
       "0     26719.0         2704.0  自然堂  \n",
       "1      8122.0         1492.0  自然堂  \n",
       "2     12668.0          589.0  自然堂  \n",
       "3     25805.0         4287.0  自然堂  \n",
       "4      5196.0          618.0  自然堂  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()\n",
    "#显示前5行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.duplicated().sum()#计算重复条数\n",
    "df.drop_duplicates(inplace=True)#去除重复值\n",
    "df.shape#查看去重后数据条数\n",
    "df.reset_index(inplace=True,drop=True)#重置索引 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "update_time      False\n",
       "id               False\n",
       "title            False\n",
       "price            False\n",
       "sale_count        True\n",
       "comment_count     True\n",
       "店名               False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().any()#查看存在哪些缺失值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>price</th>\n",
       "      <th>sale_count</th>\n",
       "      <th>comment_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>27512.000000</td>\n",
       "      <td>2.516200e+04</td>\n",
       "      <td>25162.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>363.423512</td>\n",
       "      <td>1.231605e+04</td>\n",
       "      <td>1121.741197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>614.876153</td>\n",
       "      <td>5.241236e+04</td>\n",
       "      <td>5277.781581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>99.000000</td>\n",
       "      <td>2.780000e+02</td>\n",
       "      <td>21.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>205.000000</td>\n",
       "      <td>1.443000e+03</td>\n",
       "      <td>153.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>390.000000</td>\n",
       "      <td>6.353000e+03</td>\n",
       "      <td>669.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>11100.000000</td>\n",
       "      <td>1.923160e+06</td>\n",
       "      <td>202930.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              price    sale_count  comment_count\n",
       "count  27512.000000  2.516200e+04   25162.000000\n",
       "mean     363.423512  1.231605e+04    1121.741197\n",
       "std      614.876153  5.241236e+04    5277.781581\n",
       "min        1.000000  0.000000e+00       0.000000\n",
       "25%       99.000000  2.780000e+02      21.000000\n",
       "50%      205.000000  1.443000e+03     153.000000\n",
       "75%      390.000000  6.353000e+03     669.000000\n",
       "max    11100.000000  1.923160e+06  202930.000000"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()#描述统计"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    0.0\n",
       "dtype: float64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sale_count.mode()#sale_count的众数\n",
    "df.comment_count.mode()#comment_count的众数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#sale_count,comment_count的众数都为0，用0填补空值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "update_time      0\n",
       "id               0\n",
       "title            0\n",
       "price            0\n",
       "sale_count       0\n",
       "comment_count    0\n",
       "店名               0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.fillna(0,inplace=True)\n",
    "df.sale_count=df.sale_count.astype('int64')\n",
    "#强制转换类型为整型\n",
    "df.isnull().sum()#检查是否完成缺失值的处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Loading model from cache C:\\Users\\Auror\\AppData\\Local\\Temp\\jieba.cache\n",
      "Loading model cost 0.676 seconds.\n",
      "Prefix dict has been built successfully.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>name_cut</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜</td>\n",
       "      <td>[CHANDO, /, 自然, 堂,  , 雪域, 精粹, 纯粹, 滋润霜, 50g,  ,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品</td>\n",
       "      <td>[CHANDO, /, 自然, 堂, 凝, 时鲜, 颜肌活, 乳液, 120ML,  , 淡...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水</td>\n",
       "      <td>[CHANDO, /, 自然, 堂, 活泉, 保湿, 修护, 精华, 水, （, 滋润, 型...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶</td>\n",
       "      <td>[CHANDO, /, 自然, 堂,  , 男士, 劲爽, 控油, 洁面膏,  , 100g...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜</td>\n",
       "      <td>[CHANDO, /, 自然, 堂, 雪域, 精粹, 纯粹, 滋润霜, （, 清爽型, ）,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   title  \\\n",
       "0    CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜   \n",
       "1   CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品   \n",
       "2   CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水   \n",
       "3  CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶   \n",
       "4     CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜   \n",
       "\n",
       "                                            name_cut  \n",
       "0  [CHANDO, /, 自然, 堂,  , 雪域, 精粹, 纯粹, 滋润霜, 50g,  ,...  \n",
       "1  [CHANDO, /, 自然, 堂, 凝, 时鲜, 颜肌活, 乳液, 120ML,  , 淡...  \n",
       "2  [CHANDO, /, 自然, 堂, 活泉, 保湿, 修护, 精华, 水, （, 滋润, 型...  \n",
       "3  [CHANDO, /, 自然, 堂,  , 男士, 劲爽, 控油, 洁面膏,  , 100g...  \n",
       "4  [CHANDO, /, 自然, 堂, 雪域, 精粹, 纯粹, 滋润霜, （, 清爽型, ）,...  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import jieba\n",
    "#jieba-中文分词库\n",
    "title_cut=[]\n",
    "for i in df.title:\n",
    "    j=jieba.lcut(i)\n",
    "    title_cut.append(j)\n",
    "df['name_cut']=title_cut\n",
    "df[['title','name_cut']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'乳液': ('护肤品', '乳液类'),\n",
       " '美白乳': ('护肤品', '乳液类'),\n",
       " '润肤乳 凝乳': ('护肤品', '乳液类'),\n",
       " \"柔肤液'\": ('护肤品', '乳液类'),\n",
       " '亮肤乳': ('护肤品', '乳液类'),\n",
       " '菁华乳': ('护肤品', '乳液类'),\n",
       " '眼霜': ('护肤品', '眼部护理'),\n",
       " '眼部精华': ('护肤品', '眼部护理'),\n",
       " '洗面': ('护肤品', '清洁类'),\n",
       " '洁面': ('护肤品', '清洁类'),\n",
       " '清洁': ('护肤品', '清洁类'),\n",
       " '卸妆': ('护肤品', '清洁类'),\n",
       " '洁颜': ('护肤品', '清洁类'),\n",
       " '洗颜': ('护肤品', '清洁类'),\n",
       " '去角质': ('护肤品', '清洁类'),\n",
       " '化妆水': ('护肤品', '化妆水'),\n",
       " '爽肤水': ('护肤品', '化妆水'),\n",
       " '柔肤水': ('护肤品', '化妆水'),\n",
       " '补水露': ('护肤品', '化妆水'),\n",
       " '凝露': ('护肤品', '化妆水'),\n",
       " '柔肤液': ('护肤品', '化妆水'),\n",
       " '精粹水': ('护肤品', '化妆水'),\n",
       " '亮肤水': ('护肤品', '化妆水'),\n",
       " '润肤水': ('护肤品', '化妆水'),\n",
       " '保湿水': ('护肤品', '化妆水'),\n",
       " '菁华水': ('护肤品', '化妆水'),\n",
       " '保湿喷雾': ('护肤品', '化妆水'),\n",
       " '面霜': ('护肤品', '面霜类'),\n",
       " '日霜': ('护肤品', '面霜类'),\n",
       " '晚霜': ('护肤品', '面霜类'),\n",
       " '柔肤霜': ('护肤品', '面霜类'),\n",
       " '滋润霜': ('护肤品', '面霜类'),\n",
       " '保湿霜': ('护肤品', '面霜类'),\n",
       " '凝霜': ('护肤品', '面霜类'),\n",
       " '日间霜': ('护肤品', '面霜类'),\n",
       " '晚间霜': ('护肤品', '面霜类'),\n",
       " '乳霜': ('护肤品', '面霜类'),\n",
       " '修护霜': ('护肤品', '面霜类'),\n",
       " '亮肤霜': ('护肤品', '面霜类'),\n",
       " '底霜': ('护肤品', '面霜类'),\n",
       " '精华液': ('护肤品', '精华类'),\n",
       " '精华水': ('护肤品', '精华类'),\n",
       " '精华露': ('护肤品', '精华类'),\n",
       " '防晒霜': ('护肤品', '防晒类'),\n",
       " '唇釉': ('化妆品', '口红类'),\n",
       " '口红': ('化妆品', '口红类'),\n",
       " '散粉': ('化妆品', '底妆类'),\n",
       " '蜜粉': ('化妆品', '底妆类'),\n",
       " '粉底液': ('化妆品', '底妆类'),\n",
       " '定妆粉 ': ('化妆品', '底妆类'),\n",
       " '气垫': ('化妆品', '底妆类'),\n",
       " '粉饼': ('化妆品', '底妆类'),\n",
       " 'BB': ('化妆品', '底妆类'),\n",
       " 'CC': ('化妆品', '底妆类'),\n",
       " '遮瑕': ('化妆品', '底妆类'),\n",
       " '粉霜': ('化妆品', '底妆类'),\n",
       " '粉底膏': ('化妆品', '底妆类'),\n",
       " '眉粉': ('化妆品', '眼部彩妆'),\n",
       " '染眉膏': ('化妆品', '眼部彩妆'),\n",
       " '眼线': ('化妆品', '眼部彩妆'),\n",
       " '眼影': ('化妆品', '眼部彩妆'),\n",
       " '鼻影': ('化妆品', '修容类'),\n",
       " '修容粉': ('化妆品', '修容类'),\n",
       " '高光': ('化妆品', '修容类')}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "first_type=[]#主类别\n",
    "second_type=[]#子类别\n",
    "basic_config_data = '''护肤品\t套装\t套装\t\t\t\t\t\t\t\n",
    "护肤品\t乳液类\t乳液\t美白乳\t润肤乳 凝乳\t柔肤液'\t亮肤乳\t菁华乳\t修护乳\n",
    "护肤品\t眼部护理\t眼霜\t眼部精华\t眼膜\t\t\t\t\t\n",
    "护肤品\t面膜类\t面膜\t\t\t\t\t\t\t\t\t\t\t\t\t\n",
    "护肤品\t清洁类\t洗面\t洁面\t清洁\t卸妆\t洁颜\t洗颜\t去角质\t磨砂\t\t\t\t\t\t\n",
    "护肤品\t化妆水\t化妆水\t爽肤水\t柔肤水\t补水露\t凝露\t柔肤液\t精粹水\t亮肤水\t润肤水\t保湿水\t菁华水\t保湿喷雾\t舒缓喷雾\n",
    "护肤品\t面霜类\t面霜\t日霜\t晚霜\t柔肤霜\t滋润霜\t保湿霜\t凝霜\t日间霜\t晚间霜\t乳霜\t修护霜\t亮肤霜\t底霜\t菁华霜\n",
    "护肤品\t精华类\t精华液\t精华水\t精华露\t精华素\t\t\t\t\t\t\t\t\t\t\n",
    "护肤品\t防晒类\t防晒霜\t防晒喷雾\t\t\t\t\t\t\t\t\t\t\t\t\n",
    "化妆品\t口红类\t唇釉\t口红\t唇彩\t\t\t\t\t\t\t\t\t\t\t\n",
    "化妆品\t底妆类\t散粉\t蜜粉\t粉底液\t定妆粉 \t气垫\t粉饼\tBB\tCC\t遮瑕\t粉霜\t粉底膏\t粉底霜\t\t\n",
    "化妆品\t眼部彩妆\t眉粉\t染眉膏\t眼线\t眼影\t睫毛膏\t\t\t\t\t\t\t\t\t\n",
    "化妆品\t修容类\t鼻影\t修容粉\t高光\t腮红\t\t\t\t\t\t\t\t\t\t\n",
    "其他\t其他\t其他'''#标准分类\n",
    "category_map={}\n",
    "for m in basic_config_data.split('\\n'):\n",
    "    basic_category_list=m.strip().strip('\\n').strip('\\t').split('\\t')\n",
    "    first_category=basic_category_list[0]\n",
    "    second_category=basic_category_list[1]\n",
    "    unit_category_list=basic_category_list[2:-1]\n",
    "    for unit_category in unit_category_list:\n",
    "        if unit_category and unit_category.strip().strip('\\t'):\n",
    "            category_map[unit_category]=(first_category,second_category)\n",
    "category_map\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(df)):\n",
    "    exist=False\n",
    "    for j in df['name_cut'][i]:\n",
    "        if j in category_map:\n",
    "            first_type.append(category_map.get(j)[0])\n",
    "            second_type.append(category_map.get(j)[1])\n",
    "            exist=True\n",
    "            break\n",
    "    if not exist:\n",
    "        first_type.append('其他')\n",
    "        second_type.append('其他')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "27512 27512 27512\n"
     ]
    }
   ],
   "source": [
    "print(len(df),len(first_type),len(second_type))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['first_type']=first_type\n",
    "df['second_type']=second_type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "其他     13210\n",
       "护肤品    11129\n",
       "化妆品     3173\n",
       "Name: first_type, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.first_type.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "其他      13210\n",
       "清洁类      2922\n",
       "面霜类      2685\n",
       "化妆水      1955\n",
       "底妆类      1790\n",
       "乳液类      1232\n",
       "眼部护理     1114\n",
       "精华类       727\n",
       "口红类       715\n",
       "眼部彩妆      604\n",
       "防晒类       494\n",
       "修容类        64\n",
       "Name: second_type, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.second_type.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "gender=[]\n",
    "for i in range(len(df)):\n",
    "    if '男' in df.name_cut[i]:\n",
    "        gender.append('是')\n",
    "    elif '男生' in df.name_cut[i]:\n",
    "        gender.append('是')\n",
    "    elif '男士' in df.name_cut[i]:\n",
    "        gender.append('是')\n",
    "    else:\n",
    "        gender.append('否')\n",
    "        \n",
    "df['gender']=gender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>price</th>\n",
       "      <th>sale_count</th>\n",
       "      <th>comment_count</th>\n",
       "      <th>店名</th>\n",
       "      <th>first_type</th>\n",
       "      <th>second_type</th>\n",
       "      <th>gender</th>\n",
       "      <th>销售额</th>\n",
       "      <th>日期</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>update_time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-11-14</th>\n",
       "      <td>A18164178225</td>\n",
       "      <td>CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>26719</td>\n",
       "      <td>2704.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>面霜类</td>\n",
       "      <td>否</td>\n",
       "      <td>3713941.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-14</th>\n",
       "      <td>A18177105952</td>\n",
       "      <td>CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品</td>\n",
       "      <td>194.0</td>\n",
       "      <td>8122</td>\n",
       "      <td>1492.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>乳液类</td>\n",
       "      <td>否</td>\n",
       "      <td>1575668.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-14</th>\n",
       "      <td>A18177226992</td>\n",
       "      <td>CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水</td>\n",
       "      <td>99.0</td>\n",
       "      <td>12668</td>\n",
       "      <td>589.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>化妆水</td>\n",
       "      <td>否</td>\n",
       "      <td>1254132.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-14</th>\n",
       "      <td>A18178033846</td>\n",
       "      <td>CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶</td>\n",
       "      <td>38.0</td>\n",
       "      <td>25805</td>\n",
       "      <td>4287.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>清洁类</td>\n",
       "      <td>是</td>\n",
       "      <td>980590.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-14</th>\n",
       "      <td>A18178045259</td>\n",
       "      <td>CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>5196</td>\n",
       "      <td>618.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>面霜类</td>\n",
       "      <td>否</td>\n",
       "      <td>722244.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       id                                  title  price  \\\n",
       "update_time                                                               \n",
       "2016-11-14   A18164178225    CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜  139.0   \n",
       "2016-11-14   A18177105952   CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品  194.0   \n",
       "2016-11-14   A18177226992   CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水   99.0   \n",
       "2016-11-14   A18178033846  CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶   38.0   \n",
       "2016-11-14   A18178045259     CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜  139.0   \n",
       "\n",
       "             sale_count  comment_count   店名 first_type second_type gender  \\\n",
       "update_time                                                                 \n",
       "2016-11-14        26719         2704.0  自然堂        护肤品         面霜类      否   \n",
       "2016-11-14         8122         1492.0  自然堂        护肤品         乳液类      否   \n",
       "2016-11-14        12668          589.0  自然堂        护肤品         化妆水      否   \n",
       "2016-11-14        25805         4287.0  自然堂        护肤品         清洁类      是   \n",
       "2016-11-14         5196          618.0  自然堂        护肤品         面霜类      否   \n",
       "\n",
       "                   销售额  日期  \n",
       "update_time                 \n",
       "2016-11-14   3713941.0  14  \n",
       "2016-11-14   1575668.0  14  \n",
       "2016-11-14   1254132.0  14  \n",
       "2016-11-14    980590.0  14  \n",
       "2016-11-14    722244.0  14  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['销售额']=df.sale_count*df.price\n",
    "df['update_time']=pd.to_datetime(df['update_time'])\n",
    "df=df.set_index('update_time')\n",
    "df['日期']=df.index.day\n",
    "del df['name_cut']\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 27512 entries, 2016-11-14 to 2016-11-05\n",
      "Data columns (total 11 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   id             27512 non-null  object \n",
      " 1   title          27512 non-null  object \n",
      " 2   price          27512 non-null  float64\n",
      " 3   sale_count     27512 non-null  int64  \n",
      " 4   comment_count  27512 non-null  float64\n",
      " 5   店名             27512 non-null  object \n",
      " 6   first_type     27512 non-null  object \n",
      " 7   second_type    27512 non-null  object \n",
      " 8   gender         27512 non-null  object \n",
      " 9   销售额            27512 non-null  float64\n",
      " 10  日期             27512 non-null  int64  \n",
      "dtypes: float64(3), int64(2), object(6)\n",
      "memory usage: 2.5+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "#保存清理好的数据为Excel格式\n",
    "df.to_excel('clean_beautymakeup.xls',sheet_name='clean_data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'title', 'price', 'sale_count', 'comment_count', '店名',\n",
       "       'first_type', 'second_type', 'gender', '销售额', '日期'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "悦诗风吟    3021\n",
       "佰草集     2264\n",
       "欧莱雅     1942\n",
       "雅诗兰黛    1810\n",
       "倩碧      1703\n",
       "美加净     1678\n",
       "欧珀莱     1359\n",
       "相宜本草    1313\n",
       "妮维雅     1299\n",
       "兰蔻      1285\n",
       "娇兰      1193\n",
       "自然堂     1175\n",
       "玉兰油     1131\n",
       "兰芝      1088\n",
       "美宝莲      825\n",
       "资生堂      821\n",
       "植村秀      750\n",
       "薇姿       746\n",
       "雅漾       663\n",
       "雪花秀      543\n",
       "SKII     469\n",
       "蜜丝佛陀     434\n",
       "Name: 店名, dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['店名'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes=plt.subplots(1,2,figsize=(12,10))\n",
    "\n",
    "ax1=df.groupby(['店名']).sale_count.sum().sort_values(ascending=True).plot(kind='barh',ax=axes[0],width=0.6)\n",
    "ax1.set_xlabel('总销量',fontsize=12)\n",
    "ax1.set_ylabel('品牌',fontsize=12)\n",
    "ax1.set_title('各品牌总销量对比',fontsize=14)\n",
    "\n",
    "ax2=df['销售额'].groupby(df.店名).sum().sort_values(ascending=True).plot(kind='barh',ax=axes[1],width=0.6)\n",
    "ax2.set_xlabel('总销售额',fontsize=12)\n",
    "ax2.set_ylabel('品牌',fontsize=12)\n",
    "ax2.set_title('各品牌总销售额对比',fontsize=14)\n",
    "\n",
    "plt.subplots_adjust(wspace=0.4)\n",
    "plt.savefig('./各品牌总销量和销售额对比.png')\n",
    "\n",
    "plt.show()\n",
    "\n",
    "#对比分析各品牌的总销量和总销售额"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#品牌热度\n",
    "a=df['comment_count'].groupby(df['店名']).sum().sort_values(ascending=False)\n",
    "plt.figure(figsize=(16,8),dpi=80)\n",
    "b=list(range(len(a)))\n",
    "plt.bar(b,a.values,width=0.4,color='#0c84c6')\n",
    "plt.xticks(b,a.index,fontsize=12,rotation=90)\n",
    "plt.xlabel('品牌',fontsize=12)\n",
    "plt.ylabel('评论热度',fontsize=12)\n",
    "plt.title('各品牌双十一期间的评论热度',fontsize=14)\n",
    "plt.savefig('./各品牌双十一期间的评论热度.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "#根据上图分析得,评论热度较高的是:悦诗风吟、妮维雅、美宝莲、相宜本草、自然堂"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6),dpi=80)\n",
    "plt.grid(linestyle='-.',color='gray',axis='x',alpha=0.5)\n",
    "b1=df['sale_count'].groupby(df['日期']).sum()\n",
    "b2=df['comment_count'].groupby(df['日期']).sum()\n",
    "x=b1.index\n",
    "ax1=plt.subplot(111)\n",
    "ax1.plot(x,b1.values,label='销量')\n",
    "ax1.legend(loc='upper left')\n",
    "ax1.set_ylabel('销量',fontsize=12)\n",
    "ax2=ax1.twinx()\n",
    "ax2.plot(x,b2.values,label='评论热度',color='r')\n",
    "ax2.legend(loc='upper right')\n",
    "ax2.set_ylabel('评论热度',fontsize=12)\n",
    "\n",
    "ax1.set_xlabel('日期(11月)',fontsize=12)\n",
    "ax2.set_xticks(list(range(5,15)))\n",
    "plt.savefig('./销量,热度随时间的变化分析')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "#从上图来看,在淘宝双十一购物节中,美妆类产品的销量与评论的相关性极高"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6),dpi=80)\n",
    "\n",
    "x=df.groupby('店名')['sale_count'].sum()\n",
    "y=df.groupby('店名').comment_count.sum()\n",
    "avg_price=df.groupby('店名').price.mean()\n",
    "txt=df.groupby('店名').id.count().index\n",
    "\n",
    "sns.scatterplot(x,y,size=avg_price,hue=avg_price,sizes=(0,1500),data=df)\n",
    "for i in range(len(txt)):\n",
    "    plt.annotate(txt[i],xy=(x[i],y[i]))\n",
    "\n",
    "plt.xlabel('销量',fontsize=12)\n",
    "plt.ylabel('热度',fontsize=12)\n",
    "plt.legend(loc='upper left')\n",
    "plt.grid(alpha=0.5)\n",
    "plt.savefig('./热度.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#悦诗风吟热度第一、销量第三，妮维雅热度第二、销量第四，美宝莲热度第三、销量第二，相宜本草热度第四、销量第一，这些销量和热度都靠前的品牌，价格都比较低，说明价格会在一定程序上影响销量和热度。\n",
    "#评论热度较高的品牌，销量也比较高，两者之间呈现了一定的正相关关系。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#品牌价格\n",
    "plt.figure(figsize=(12,6),dpi=80)\n",
    "\n",
    "b=avg_price.sort_values(ascending=False)\n",
    "plt.bar(list(range(len(avg_price))),b,width=0.4,label='各品牌平均价格')\n",
    "plt.xlabel('品牌',fontsize=12)\n",
    "plt.ylabel('平均价格',fontsize=12)\n",
    "plt.xticks(list(range(len(avg_price))),b.index,fontsize=11,rotation=90)\n",
    "plt.title('各品牌产品平均价格',fontsize=14)\n",
    "c=df.price.mean()\n",
    "plt.axhline(c,color='r',label='全品牌平均价格',alpha=0.8)\n",
    "plt.legend()\n",
    "plt.savefig('./品牌均价.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#高于全品牌平均价格的6个大品牌（娇兰、SKII、雪花秀、雅诗兰黛、兰蔻、资生堂）在活动期间销量、热度都比较低\n",
    "#平均价格较低的美宝莲、蜜丝佛陀、相宜本草、妮维雅等品牌在销量上有不错的表现\n",
    "#尽管大品牌价格远高于全品牌平均价格，但中低价格的品牌多，销量大，使得整个全品牌平均价格低于400元"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6),dpi=80)\n",
    "\n",
    "x=df['sale_count'].groupby(df['店名']).sum()\n",
    "y=df['销售额'].groupby(df['店名']).sum()\n",
    "\n",
    "sns.scatterplot(x,y,size=avg_price,hue=avg_price,sizes=(0,1500),data=df)\n",
    "plt.xlabel('销量',fontsize=12)\n",
    "plt.ylabel('销售额',fontsize=12)\n",
    "txt=x.index\n",
    "for i in range(len(x)):\n",
    "    plt.annotate(txt[i],xy=(x[i],y[i]),xytext=(x[i]+1,y[i]+1))\n",
    "plt.savefig('./价格与销量.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#相宜本草销量和销售额都为第一，且价格比较实惠\n",
    "#价格高昂的品牌销量和销售额较低，价格实惠的品牌销量和销售额更高"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#分类别的销量和销售额情况\n",
    "#各类别的销量和销售额的总体市场情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes=plt.subplots(1,2,figsize=(14,7))\n",
    "\n",
    "data1=df['sale_count'].groupby(df['first_type']).sum()\n",
    "ax1 = data1.plot(kind='pie',ax=axes[0],autopct='%.1f%%',\n",
    "pctdistance=0.6, \n",
    "labels= data1.index,\n",
    "labeldistance = 1.05,\n",
    "startangle = 60, \n",
    "radius = 1.2,\n",
    "counterclock = False, \n",
    "wedgeprops = {'linewidth': 0.6, 'edgecolor':'k'},\n",
    "textprops = {'fontsize':12, 'color':'k'}\n",
    ")\n",
    "ax1.set_title('主类别销量占比',fontsize=14)\n",
    "\n",
    "data2=df.groupby(['second_type']).sale_count.sum()\n",
    "ax2=data2.plot(kind='pie',ax=axes[1],autopct='%.1f%%',\n",
    "pctdistance=0.8,\n",
    "labels=data2.index,\n",
    "labeldistance=1.05,\n",
    "radius=1.2,\n",
    "startangle=210,\n",
    "counterclock=False,\n",
    "wedgeprops={'linewidth':0.6,'edgecolor':'k'},\n",
    "textprops={'fontsize':10,'color':'k'}\n",
    ")\n",
    "ax2.set_title('子类别销量占比',fontsize=14)\n",
    "\n",
    "plt.subplots_adjust(wspace=0.4)\n",
    "plt.savefig('./分类别销量.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#从主类别销量占比来看，护肤品的销量占到了43%，化妆品为13.9%，护肤品的销量是化妆品的3倍\n",
    "#从子类别销量占比来看，护肤品中销量最高的是清洁类、化妆水和面霜类；化妆品中销量最高的是底妆类和口红类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes=plt.subplots(1,2,figsize=(14,7))\n",
    "\n",
    "d1=df['销售额'].groupby(df.first_type).sum()\n",
    "a1=d1.plot(kind='pie',ax=axes[0],autopct='%.1f%%',labels=d1.index,pctdistance=0.6,labeldistance=1.05,radius=1.2,counterclock=False,\n",
    "          wedgeprops={'linewidth':0.6,'edgecolor':'k'},textprops={'fontsize':10,'color':'k'})\n",
    "a1.set_title('主类别总销售额占比',fontsize=14)\n",
    "\n",
    "d2=df['销售额'].groupby(df.second_type).sum()\n",
    "a2=d2.plot(kind='pie',ax=axes[1],autopct='%.1f%%',labels=d2.index,pctdistance=0.6,labeldistance=1.05,radius=1.2,counterclock=False,\n",
    "          wedgeprops={'linewidth':0.6,'edgecolor':'k'},textprops={'fontsize':10,'color':'k'})\n",
    "a2.set_title('次类别总销售额占比',fontsize=14)\n",
    "\n",
    "plt.subplots_adjust(wspace=0.5)\n",
    "plt.savefig('./分类别的销售额.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#主类别销售额中，化妆品仅占12.8%，护肤品占41.2%，护肤品的销售额远高于化妆品，接近化妆品销售额的3.2倍。\n",
    "#次类别销售额中，排名前5的是：清洁类11.4%、化妆水9.6%、底妆类8.0%、面霜类6.6%、眼部护理5.3%，其中只有底妆类属于化妆品，其余4类都是护肤品。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#各品牌分类别的销量和销售额情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8),dpi=80)\n",
    "sns.barplot(x='店名',y='sale_count',hue='first_type',data=df,saturation=0.8,ci=0)\n",
    "plt.title('各品牌各主类别的总销量',fontsize=14)\n",
    "plt.ylabel('销量',fontsize=12)\n",
    "plt.xlabel('品牌',fontsize=12)\n",
    "plt.grid(axis='y',alpha=0.5)\n",
    "plt.savefig('./品牌类别销量.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#在护肤品中，销量前5位分别是美宝莲、相宜本草、妮维雅、自然堂、欧莱雅，其中美宝莲、相宜本草的销量远高于其他品牌\n",
    "#在化妆品中，销量前5位分别是美宝莲、蜜丝佛陀、悦诗风吟、自然堂、兰芝，其中美宝莲、蜜丝佛陀的销量远高于其他品牌\n",
    "#在其他产品中，销量前5位分别是相宜本草、美宝莲、蜜丝佛陀、欧莱雅、妮维雅，其中相宜本草的销量优势明显"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8),dpi=80)\n",
    "sns.barplot(x='店名',y='销售额',hue='first_type',data=df,saturation=0.8,ci=0)\n",
    "plt.title('各品牌各主类别的总销售额',fontsize=14)\n",
    "plt.xlabel('品牌',fontsize=12)\n",
    "plt.ylabel('销售额',fontsize=12)\n",
    "plt.grid(axis='y',alpha=0.5)\n",
    "plt.savefig('./品牌类别销售额.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#在护肤品中，总销售额前5位的分别是美宝莲、欧莱雅、相宜本草、自然堂、妮维雅，其中美宝莲的总销售额远高于其他品牌\n",
    "#在化妆品中，总销售额前5位的分别是蜜丝佛陀、美宝莲、兰芝、兰蔻、自然堂，其中蜜丝佛陀的总销售额是最高的\n",
    "#在其他产品中，总销售额前5位的分别是相宜本草、蜜丝佛陀、兰芝、美宝莲、欧莱雅，其中相宜本草的总销售额是最高的\n",
    "#由上2图可知：美宝莲、相宜本草、蜜丝佛陀在销量和销售额上都表现得很不错"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gender_data=df[df.gender=='是']\n",
    "gender_data1=gender_data[(gender_data.first_type=='护肤品')|(gender_data.first_type=='化妆品')]\n",
    "\n",
    "plt.figure(figsize=(12,6),dpi=80)\n",
    "sns.barplot(x='店名',y='sale_count',hue='first_type',data=gender_data1,saturation=0.8,ci=0)\n",
    "plt.xlabel('品牌',fontsize=12)\n",
    "plt.ylabel('销量',fontsize=12)\n",
    "plt.title('各品牌男士护肤品和化妆品销量统计',fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,a1=plt.subplots(figsize=(14,7))\n",
    "\n",
    "gender_data2=gender_data[gender_data.first_type=='护肤品']\n",
    "\n",
    "gender_data2.sale_count.groupby(gender_data2['店名']).sum().sort_values(ascending=True).plot(kind='barh',ax=a1,width=0.6)\n",
    "a1.set_ylabel('品牌',fontsize=12)\n",
    "a1.set_title('男士护肤品销量情况统计',fontsize=14)\n",
    "\n",
    "\n",
    "plt.subplots_adjust(wspace=0.4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6),dpi=80)\n",
    "plt.grid(linestyle='-.',color='gray',axis='x',alpha=0.5)\n",
    "b1=df['sale_count'].groupby(df['日期']).sum()\n",
    "x=b1.index\n",
    "ax1=plt.subplot(111)\n",
    "ax1.plot(x,b1.values,color=\"#000F66\",label='销量')\n",
    "ax1.legend(loc='upper left')\n",
    "ax1.set_ylabel('销量',fontsize=12)\n",
    "\n",
    "ax1.set_xlabel('日期（11月）',fontsize=12)\n",
    "ax1.set_xticks(list(range(5,15)))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
